Video Tutorials

At Nodematic, we provide video tutorials on a wide variety of use cases, including AI/ML, data analytics, and cloud computing.

All tutorials Tracks
Jun 25, 2023
0h 3m
Moderate

Scheduling Jupyter Notebooks (Cron-Style Automation) on GCP

In today’s tutorial, we’ll be taking your Jupyter Notebooks to the next level by automating them using Google Cloud’s Vertex AI Workbench. Imagine the superpower of scheduling your notebooks to …

Jun 24, 2023
0h 18m
Challenging

The Best Way to Benchmark Data/AI/GPUs/TPUs using GCP Notebooks

In this video, we’ll be provisioning a Google Kubernetes Engine cluster, setting up a Jupyter notebook, and testing the notebook’s performance across different hardware configurations. This …

Jun 23, 2023
0h 5m
Moderate

Installing Milvus (Vector DB) on Google Kubernetes Engine

In this tutorial, we guide you through the process of installing Milvus on Google Kubernetes Engine (GKE). Milvus, an open-source vector database managed by the Linux Foundation, is a popular choice …

Jun 19, 2023
0h 14m
Moderate

Google Search API in Data/AI/ML Pipelines

Welcome to our tutorial on how to use the Google Search API in data or Machine Learning pipelines, specifically focusing on Vertex AI Pipelines.

In this video, we dive deep into utilizing the Google …

Jun 18, 2023
0h 18m
Challenging

Custom LLM Chatbot App in 99 LOC (Latest Google AI & GCP)

In this tutorial, we walk through the steps to create, build, and deploy a custom, rate-limited chatbot using the PaLM 2 LLM, Google Kubernetes Engine, and Vertex AI. You’ll learn about creating …

Jun 18, 2023
0h 7m
Challenging

Cron-Style Automatic Kubernetes Deployment Scaling (Up & Down)

In this video, we approach the challenge of managing costs while running Kubernetes workloads - specifically, exploring how to configure your Kubernetes cluster to auto-scale your deployments and …

Jun 16, 2023
0h 6m
Easy

Intro to Databricks on GCP (Concepts & Getting Started)

In this video, we introduce Databricks’ data processing, distributed lakehouse storage, and machine learning, powered by Apache Spark, Delta Lake, and MLflow. We also help GCP users understand …

Jun 14, 2023
0h 20m
Challenging

Run Next.js Apps on Kubernetes/GKE (Bonus: GitHub CI/CD!)

Welcome to our guide on deploying your Dockerized Next.js application on Google Cloud, using Kubernetes, and setting up an automatic CI/CD pipeline with GitHub Actions.

You’ll learn how to …

Jun 14, 2023
0h 16m
Moderate

OpenAI vs. Google: Fine-Tuning (LLM Adapting and Customizing)

In this video, we dive deep into the nuances of fine-tuning large language models, specifically comparing Google and OpenAI. We utilize Google’s Vertex AI Suite and OpenAI’s standard API …

Jun 13, 2023
0h 4m
Moderate

Intro to Data Lineage (BigQuery/Vertex/Dataplex on GCP)

In this video, we discuss how data lineage plays a crucial role in the Google Cloud ecosystem, specifically across services like Cloud Composer, BigQuery, DataPlex, and Vertex AI. The importance of …

Jun 10, 2023
0h 19m
Challenging

Docker+Postgres Apps on GKE & Cloud SQL (Kanboard Example)

In this comprehensive walkthrough, we delve deep into the deployment of Dockerized applications, specifically focusing on Kanboard as an example. We use both Google Kubernetes Engine (GKE) Autopilot …

Jun 8, 2023
0h 8m
Challenging

Deploying to Google Kubernetes Engine with GitHub Actions

Following up on our previous discussion on automated builds, Docker image creation, and pushing to Google’s Artifact Registry with GitHub Actions, we now turn our focus on deploying these …

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